KEMLG - Grup d'Enginyeria del Coneixement i Aprenentatge Automàtic
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Articles de revista [97]
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Capítols de llibre [15]
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Llibres [2]
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Reports de recerca [90]
Recent Submissions
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Applying and verifying an explainability method based on policy graphs in the context of reinforcement learning
(IOS Press, 2021)
Conference report
Open AccessThe advancement on explainability techniques is quite relevant in the field of Reinforcement Learning (RL) and its applications can be beneficial for the development of intelligent agents that are understandable by humans ... -
A methodology to assess the sustainability competencies in engineering undergraduate programs
(Tempus Publications, 2021)
Article
Restricted access - publisher's policyThis paper presents a methodology to find out whether or not engineering students perceive sustainability learning throughout their studies at the university. The methodology is applied to students from Barcelona School ... -
A quaternion deterministic monogenic CNN layer for contrast invariance
(Springer, 2021)
Part of book or chapter of book
Restricted access - publisher's policyDeep learning (DL) is attracting considerable interest as it currently achieves remarkable performance in many branches of science and technology. However, current DL cannot guarantee capabilities of the mammalian visual ... -
The organisational structure of an agent-based model for the management of wastewater systems
(2021-04-30)
Article
Open AccessWater managers have to deal with complex problems due to the intertwined characteristics of processes, in particular those that occur in wastewater systems. Existing modelling approaches are usually centred in the physical, ... -
Antimicrobial resistance prediction in intensive care unit for Pseudomonas Aeruginosa using temporal data-driven models
(2021-02-25)
Article
Open AccessOne threatening medical problem for human beings is the increasing antimicrobial resistance of some microorganisms. This problem is especially difficult in Intensive Care Units (ICUs) of hospitals due to the vulnerable ... -
Interoperating data-driven and model-driven techniques for the automated development of intelligent environmental decision support systems
(Elsevier, 2021-06)
Article
Restricted access - publisher's policyThis paper proposes an Intelligent Decision Support (IDS) methodology based on the integration of a data-driven technique —Case Based Reasoning (CBR)— and model-driven technique —Rule Based Reasoning (RBR)— for control, ... -
Forecastability measures that describe the complexity of a site for deep learning wind predictions
(2021-05-29)
Article
Open AccessThe application of deep learning to wind time series for multi-step prediction obtains good results at short horizons. The accuracy of a wind forecast is highly dependent on the specific structure of wind in the specific ... -
The ethical use of high-performance computing and artificial intelligence: fighting COVID-19 at Barcelona Supercomputing Center
(Springer Science and Business Media LLC, 2021-05-06)
Article
Restricted access - publisher's policyThe COVID-19 pandemic has created an extraordinary medical, economic and humanitarian emergency. Artificial intelligence, in combination with other digital technologies, is being used as a tool to support the fight against ... -
The impact of COVID-19 on flight networks
(Institute of Electrical and Electronics Engineers (IEEE), 2020)
Conference report
Open AccessAs COVID-19 transmissions spread worldwide, governments have announced and enforced travel restrictions to prevent further infections. Such restrictions have a direct effect on the volume of international flights among ... -
Comparative analysis of geolocation information through mobile-devices under different COVID-19 mobility restriction patterns in Spain
(Multidisciplinary Digital Publishing Institute (MDPI), 2021-02-13)
Article
Open AccessThe COVID-19 pandemic is changing the world in unprecedented and unpredictable ways. Human mobility, being the greatest facilitator for the spread of the virus, is at the epicenter of this change. In order to study mobility ... -
Special issue on pattern recognition and cognitive assistants
(Elsevier, 2020-05-01)
Article
Restricted access - publisher's policyThis special issue proposes a space for researchers to discuss the challenges of bridging pattern recognition and cognitive assistants. This bridge was travelled in both sides. From one side, how pattern recognition methods ...
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